White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9436242 | 0.8996464 | 0.9922898 | 0.9615918 |
| bt | 0.9275168 | 0.9124793 | 0.9870653 | 0.9395918 |
| maxnet | 0.6483221 | 0.9567927 | 0.7874408 | 0.4400408 |
| gam | NA | NA | 0.7921918 | NA |
| glm | NA | NA | 0.7339306 | NA |
Variable Importance
